3D-Aware Image Synthesis

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

27 shown of 27 papers with code (48 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis
  2 Dec 2020 3 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 2 pointer-only (licence)
  We have witnessed rapid progress on 3D-aware image synthesis, leveraging recent advances in generative visual models and neural rendering.
• Pix2NeRF: Unsupervised Conditional π-GAN for Single Image to Neural Radiance Fields Translation
  26 Feb 2022 2 repositories listed
  We propose a pipeline to generate Neural Radiance Fields~(NeRF) of an object or a scene of a specific class, conditioned on a single input image.
• FFaceNeRF: Few-shot Face Editing in Neural Radiance Fields
  21 Mar 2025 1 repository listed
  To utilize masks with a desired layout, an extensive training dataset is required, which is challenging to gather.
• GSGAN: Adversarial Learning for Hierarchical Generation of 3D Gaussian Splats
  5 Jun 2024 1 repository listed Syntology ran 11 of 16 samples · 5 unverified · 16 pointer-only (licence)
  Specifically, we design a hierarchy of Gaussians where finer-level Gaussians are parameterized by their coarser-level counterparts; the position of finer-level Gaussians would be located near their coarser-level…
• ArtNeRF: A Stylized Neural Field for 3D-Aware Cartoonized Face Synthesis
  21 Apr 2024 1 repository listed
  In this framework, we utilize an expressive generator to synthesize stylized faces and a triple-branch discriminator module to improve the visual quality and style consistency of the generated faces.
• Benchmarking and Analyzing 3D-aware Image Synthesis with a Modularized Codebase
  21 Jun 2023 1 repository listed
  Despite the rapid advance of 3D-aware image synthesis, existing studies usually adopt a mixture of techniques and tricks, leaving it unclear how each part contributes to the final performance in terms of generality.
• Semantic-aware Generation of Multi-view Portrait Drawings
  4 May 2023 1 repository listed Syntology ran 11 of 13 samples · 2 unverified · 13 pointer-only (licence)
  Our motivation is that facial semantic labels are view-consistent and correlate with drawing techniques.
• Single-Stage Diffusion NeRF: A Unified Approach to 3D Generation and Reconstruction
  13 Apr 2023 1 repository listed
  3D-aware image synthesis encompasses a variety of tasks, such as scene generation and novel view synthesis from images.
• UrbanGIRAFFE: Representing Urban Scenes as Compositional Generative Neural Feature Fields
  24 Mar 2023 1 repository listed
  Generating photorealistic images with controllable camera pose and scene contents is essential for many applications including AR/VR and simulation.
• Class-Continuous Conditional Generative Neural Radiance Field
  3 Jan 2023 1 repository listed
  Additionally, we provide FIDs of generated 3D-aware images of each class of the datasets as it is possible to synthesize class-conditional images with C³G-NeRF.
• Deep Generative Models on 3D Representations: A Survey
  27 Oct 2022 1 repository listed
  In this survey, we thoroughly review the ongoing developments of 3D generative models, including methods that employ 2D and 3D supervision.
• A Survey on Deep Generative 3D-aware Image Synthesis
  25 Oct 2022 1 repository listed
  Recent years have seen remarkable progress in deep learning powered visual content creation.
• EpiGRAF: Rethinking training of 3D GANs
  21 Jun 2022 1 repository listed
  In this work, we show that it is possible to obtain a high-resolution 3D generator with SotA image quality by following a completely different route of simply training the model patch-wise.
• VoxGRAF: Fast 3D-Aware Image Synthesis with Sparse Voxel Grids
  15 Jun 2022 1 repository listed Syntology ran 9 of 18 samples · 9 unverified
  State-of-the-art 3D-aware generative models rely on coordinate-based MLPs to parameterize 3D radiance fields.
• IDE-3D: Interactive Disentangled Editing for High-Resolution 3D-aware Portrait Synthesis
  31 May 2022 1 repository listed
  Existing 3D-aware facial generation methods face a dilemma in quality versus editability: they either generate editable results in low resolution or high-quality ones with no editing flexibility.
• Multi-View Consistent Generative Adversarial Networks for 3D-aware Image Synthesis
  13 Apr 2022 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  To address this challenge, we propose Multi-View Consistent Generative Adversarial Networks (MVCGAN) for high-quality 3D-aware image synthesis with geometry constraints.
• Sem2NeRF: Converting Single-View Semantic Masks to Neural Radiance Fields
  21 Mar 2022 1 repository listed Syntology ran 2 of 4 samples · 2 unverified
  In light of recent advances in NeRF-based 3D-aware generative models, we introduce a new task, Semantic-to-NeRF translation, that aims to reconstruct a 3D scene modelled by NeRF, conditioned on one single-view semantic…
• Pix2NeRF: Unsupervised Conditional p-GAN for Single Image to Neural Radiance Fields Translation
  1 Jan 2022 1 repository listed
  We propose a pipeline to generate Neural Radiance Fields (NeRF) of an object or a scene of a specific class, conditioned on a single input image.
• StyleSDF: High-Resolution 3D-Consistent Image and Geometry Generation
  21 Dec 2021 1 repository listed
  We introduce a high resolution, 3D-consistent image and shape generation technique which we call StyleSDF.
• 3D-aware Image Synthesis via Learning Structural and Textural Representations
  20 Dec 2021 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  The feature field is further accumulated into a 2D feature map as the textural representation, followed by a neural renderer for appearance synthesis.
• 3D-Aware Semantic-Guided Generative Model for Human Synthesis
  2 Dec 2021 1 repository listed
  However, they usually struggle to generate high-quality images representing non-rigid objects, such as the human body, which is of a great interest for many computer graphics applications.
• FENeRF: Face Editing in Neural Radiance Fields
  30 Nov 2021 1 repository listed
  2D GANs can generate high fidelity portraits but with low view consistency.
• Generative Occupancy Fields for 3D Surface-Aware Image Synthesis
  1 Nov 2021 1 repository listed Syntology ran 0 of 11 samples · 11 unverified
  In this paper, we propose Generative Occupancy Fields (GOF), a novel model based on generative radiance fields that can learn compact object surfaces without impeding its training convergence.
• A Shading-Guided Generative Implicit Model for Shape-Accurate 3D-Aware Image Synthesis
  29 Oct 2021 1 repository listed Syntology ran 2 of 15 samples · 13 unverified
  Motivated by the observation that a 3D object should look realistic from multiple viewpoints, these methods introduce a multi-view constraint as regularization to learn valid 3D radiance fields from 2D images.
• CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis
  19 Oct 2021 1 repository listed Syntology ran 0 of 10 samples · 10 unverified
  The style-based GAN (StyleGAN) architecture achieved state-of-the-art results for generating high-quality images, but it lacks explicit and precise control over camera poses.
• XraySyn: Realistic View Synthesis From a Single Radiograph Through CT Priors
  4 Dec 2020 1 repository listed
  A radiograph visualizes the internal anatomy of a patient through the use of X-ray, which projects 3D information onto a 2D plane.
• GRAF: Generative Radiance Fields for 3D-Aware Image Synthesis
  5 Jul 2020 1 repository listed Syntology ran 3 of 12 samples · 9 unverified
  In contrast to voxel-based representations, radiance fields are not confined to a coarse discretization of the 3D space, yet allow for disentangling camera and scene properties while degrading gracefully in the presence…

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.